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# RAG Agent Project
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## Installation
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```bash
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python -m venv .venv
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source .venv/bin/activate
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pip install -r requirements.txt
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```
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## Environment Variables
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- `OPENAI_API_KEY` – API key for OpenAI or Ollama. If using local Ollama set `OPENAI_API_BASE_URL=http://localhost:11434/v1`.
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## Usage
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### Load documents into vector store
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```bash
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python init_loader.py /path/to/text/files
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```
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### Start interactive CLI
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```bash
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python cli_client.py /add --text "Your document content"
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python cli_client.py /search --text "What is LangChain?"
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python cli_client.py /quit
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```
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### Run agent directly
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```bash
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python agent.py
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```
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## Development
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- Tests are not included but can be added in `tests/`.
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- Lint with `ruff .` and format with `black .`.
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<LOCAL_CONTENT>
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